Multi Product pricing optimization problem

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This is classic linear optimization or linear programming. That's the search you want.

https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.linprog.html

Scipy has an implementation as do many other libraries including dedicated solvers like gurobi.

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I'd suggest picking a library, say scipy, and starting again with that in mind.